Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 32950 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 9 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 24.2 MiB |
| Average record size in memory | 770.4 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 10 |
| Boolean | 1 |
| Dataset has 9 (< 0.1%) duplicate rows | Duplicates |
emp.var.rate is highly correlated with euribor3m and 1 other fields | High correlation |
euribor3m is highly correlated with emp.var.rate and 1 other fields | High correlation |
nr.employed is highly correlated with emp.var.rate and 1 other fields | High correlation |
previous has 28394 (86.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-05-18 08:44:05.201698 |
|---|---|
| Analysis finished | 2021-05-18 08:44:34.911085 |
| Duration | 29.71 seconds |
| Software version | pandas-profiling v2.11.0 |
| Download configuration | config.yaml |
age
Real number (ℝ≥0)
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.04021244 |
|---|---|
| Minimum | 17 |
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 98 |
| Range | 81 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.43231316 |
|---|---|
| Coefficient of variation (CV) | 0.2605458993 |
| Kurtosis | 0.7718456354 |
| Mean | 40.04021244 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.777049751 |
| Sum | 1319325 |
| Variance | 108.8331579 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 1547 | 4.7% |
| 32 | 1463 | 4.4% |
| 33 | 1430 | 4.3% |
| 35 | 1426 | 4.3% |
| 36 | 1409 | 4.3% |
| 34 | 1392 | 4.2% |
| 30 | 1381 | 4.2% |
| 29 | 1173 | 3.6% |
| 37 | 1173 | 3.6% |
| 39 | 1159 | 3.5% |
| Other values (67) | 19397 |
| Value | Count | Frequency (%) |
| 17 | 4 | < 0.1% |
| 18 | 23 | 0.1% |
| 19 | 33 | 0.1% |
| 20 | 53 | 0.2% |
| 21 | 89 | 0.3% |
| 22 | 109 | 0.3% |
| 23 | 185 | 0.6% |
| 24 | 370 | |
| 25 | 477 | |
| 26 | 548 |
| Value | Count | Frequency (%) |
| 98 | 2 | < 0.1% |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 3 | < 0.1% |
| 91 | 2 | < 0.1% |
| 89 | 2 | < 0.1% |
| 88 | 16 | |
| 86 | 7 | |
| 85 | 13 | |
| 84 | 4 | < 0.1% |
job
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 8.955842185 |
| Min length | 6 |
Characters and Unicode
| Total characters | 295095 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | technician |
|---|---|
| 2nd row | unknown |
| 3rd row | blue-collar |
| 4th row | admin. |
| 5th row | housemaid |
| Value | Count | Frequency (%) |
| admin. | 8339 | |
| blue-collar | 7356 | |
| technician | 5426 | |
| services | 3161 | 9.6% |
| management | 2343 | 7.1% |
| retired | 1388 | 4.2% |
| entrepreneur | 1193 | 3.6% |
| self-employed | 1140 | 3.5% |
| housemaid | 854 | 2.6% |
| unemployed | 793 | 2.4% |
| Other values (2) | 957 | 2.9% |
| Value | Count | Frequency (%) |
| admin | 8339 | |
| blue-collar | 7356 | |
| technician | 5426 | |
| services | 3161 | 9.6% |
| management | 2343 | 7.1% |
| retired | 1388 | 4.2% |
| entrepreneur | 1193 | 3.6% |
| self-employed | 1140 | 3.5% |
| housemaid | 854 | 2.6% |
| unemployed | 793 | 2.4% |
| Other values (2) | 957 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 37880 | |
| n | 28563 | 9.7% |
| a | 26661 | 9.0% |
| l | 25141 | 8.5% |
| i | 24594 | 8.3% |
| c | 21369 | 7.2% |
| r | 16872 | 5.7% |
| m | 15812 | 5.4% |
| d | 13196 | 4.5% |
| t | 11714 | 4.0% |
| Other values (14) | 73293 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 278260 | |
| Dash Punctuation | 8496 | 2.9% |
| Other Punctuation | 8339 | 2.8% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 37880 | |
| n | 28563 | |
| a | 26661 | |
| l | 25141 | |
| i | 24594 | |
| c | 21369 | 7.7% |
| r | 16872 | 6.1% |
| m | 15812 | 5.7% |
| d | 13196 | 4.7% |
| t | 11714 | 4.2% |
| Other values (12) | 56458 |
| Value | Count | Frequency (%) |
| - | 8496 |
| Value | Count | Frequency (%) |
| . | 8339 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 278260 | |
| Common | 16835 | 5.7% |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 37880 | |
| n | 28563 | |
| a | 26661 | |
| l | 25141 | |
| i | 24594 | |
| c | 21369 | 7.7% |
| r | 16872 | 6.1% |
| m | 15812 | 5.7% |
| d | 13196 | 4.7% |
| t | 11714 | 4.2% |
| Other values (12) | 56458 |
| Value | Count | Frequency (%) |
| - | 8496 | |
| . | 8339 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 295095 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 37880 | |
| n | 28563 | 9.7% |
| a | 26661 | 9.0% |
| l | 25141 | 8.5% |
| i | 24594 | 8.3% |
| c | 21369 | 7.2% |
| r | 16872 | 5.7% |
| m | 15812 | 5.4% |
| d | 13196 | 4.5% |
| t | 11714 | 4.0% |
| Other values (14) | 73293 |
marital
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 MiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 66 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.83107739 |
| Min length | 6 |
Characters and Unicode
| Total characters | 225084 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | married |
| 5th row | married |
| Value | Count | Frequency (%) |
| married | 19966 | |
| single | 9242 | |
| divorced | 3676 | 11.2% |
| unknown | 66 | 0.2% |
| Value | Count | Frequency (%) |
| married | 19966 | |
| single | 9242 | |
| divorced | 3676 | 11.2% |
| unknown | 66 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 43608 | |
| i | 32884 | |
| e | 32884 | |
| d | 27318 | |
| m | 19966 | |
| a | 19966 | |
| n | 9440 | 4.2% |
| s | 9242 | 4.1% |
| g | 9242 | 4.1% |
| l | 9242 | 4.1% |
| Other values (6) | 11292 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 225084 |
Most frequent character per category
| Value | Count | Frequency (%) |
| r | 43608 | |
| i | 32884 | |
| e | 32884 | |
| d | 27318 | |
| m | 19966 | |
| a | 19966 | |
| n | 9440 | 4.2% |
| s | 9242 | 4.1% |
| g | 9242 | 4.1% |
| l | 9242 | 4.1% |
| Other values (6) | 11292 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 225084 |
Most frequent character per script
| Value | Count | Frequency (%) |
| r | 43608 | |
| i | 32884 | |
| e | 32884 | |
| d | 27318 | |
| m | 19966 | |
| a | 19966 | |
| n | 9440 | 4.2% |
| s | 9242 | 4.1% |
| g | 9242 | 4.1% |
| l | 9242 | 4.1% |
| Other values (6) | 11292 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 225084 |
Most frequent character per block
| Value | Count | Frequency (%) |
| r | 43608 | |
| i | 32884 | |
| e | 32884 | |
| d | 27318 | |
| m | 19966 | |
| a | 19966 | |
| n | 9440 | 4.2% |
| s | 9242 | 4.1% |
| g | 9242 | 4.1% |
| l | 9242 | 4.1% |
| Other values (6) | 11292 | 5.0% |
education
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 MiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 11 |
| Mean length | 12.71213961 |
| Min length | 7 |
Characters and Unicode
| Total characters | 418865 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | high.school |
|---|---|
| 2nd row | unknown |
| 3rd row | basic.9y |
| 4th row | high.school |
| 5th row | high.school |
| Value | Count | Frequency (%) |
| university.degree | 9717 | |
| high.school | 7553 | |
| basic.9y | 4860 | |
| professional.course | 4229 | |
| basic.4y | 3333 | 10.1% |
| basic.6y | 1847 | 5.6% |
| unknown | 1396 | 4.2% |
| illiterate | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| university.degree | 9717 | |
| high.school | 7553 | |
| basic.9y | 4860 | |
| professional.course | 4229 | |
| basic.4y | 3333 | 10.1% |
| basic.6y | 1847 | 5.6% |
| unknown | 1396 | 4.2% |
| illiterate | 15 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 47356 | 11.3% |
| i | 41286 | 9.9% |
| s | 39997 | 9.5% |
| . | 31539 | 7.5% |
| o | 29189 | 7.0% |
| r | 27907 | 6.7% |
| h | 22659 | 5.4% |
| c | 21822 | 5.2% |
| y | 19757 | 4.7% |
| n | 18134 | 4.3% |
| Other values (15) | 119219 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 377286 | |
| Other Punctuation | 31539 | 7.5% |
| Decimal Number | 10040 | 2.4% |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 47356 | |
| i | 41286 | |
| s | 39997 | |
| o | 29189 | 7.7% |
| r | 27907 | 7.4% |
| h | 22659 | 6.0% |
| c | 21822 | 5.8% |
| y | 19757 | 5.2% |
| n | 18134 | 4.8% |
| g | 17270 | 4.6% |
| Other values (11) | 91909 |
| Value | Count | Frequency (%) |
| 9 | 4860 | |
| 4 | 3333 | |
| 6 | 1847 | 18.4% |
| Value | Count | Frequency (%) |
| . | 31539 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 377286 | |
| Common | 41579 | 9.9% |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 47356 | |
| i | 41286 | |
| s | 39997 | |
| o | 29189 | 7.7% |
| r | 27907 | 7.4% |
| h | 22659 | 6.0% |
| c | 21822 | 5.8% |
| y | 19757 | 5.2% |
| n | 18134 | 4.8% |
| g | 17270 | 4.6% |
| Other values (11) | 91909 |
| Value | Count | Frequency (%) |
| . | 31539 | |
| 9 | 4860 | 11.7% |
| 4 | 3333 | 8.0% |
| 6 | 1847 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 418865 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 47356 | 11.3% |
| i | 41286 | 9.9% |
| s | 39997 | 9.5% |
| . | 31539 | 7.5% |
| o | 29189 | 7.0% |
| r | 27907 | 6.7% |
| h | 22659 | 5.4% |
| c | 21822 | 5.2% |
| y | 19757 | 4.7% |
| n | 18134 | 4.3% |
| Other values (15) | 119219 |
default
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| no | |
|---|---|
| unknown | |
| yes | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 3.044552352 |
| Min length | 2 |
Characters and Unicode
| Total characters | 100318 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | unknown |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Value | Count | Frequency (%) |
| no | 26064 | |
| unknown | 6883 | 20.9% |
| yes | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| no | 26064 | |
| unknown | 6883 | 20.9% |
| yes | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 46713 | |
| o | 32947 | |
| u | 6883 | 6.9% |
| k | 6883 | 6.9% |
| w | 6883 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 100318 |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 46713 | |
| o | 32947 | |
| u | 6883 | 6.9% |
| k | 6883 | 6.9% |
| w | 6883 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 100318 |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 46713 | |
| o | 32947 | |
| u | 6883 | 6.9% |
| k | 6883 | 6.9% |
| w | 6883 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 100318 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 46713 | |
| o | 32947 | |
| u | 6883 | 6.9% |
| k | 6883 | 6.9% |
| w | 6883 | 6.9% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
housing
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| yes | |
|---|---|
| no | |
| unknown | 782 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.641638847 |
| Min length | 2 |
Characters and Unicode
| Total characters | 87042 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | yes |
| 3rd row | no |
| 4th row | no |
| 5th row | yes |
| Value | Count | Frequency (%) |
| yes | 17232 | |
| no | 14936 | |
| unknown | 782 | 2.4% |
| Value | Count | Frequency (%) |
| yes | 17232 | |
| no | 14936 | |
| unknown | 782 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 17282 | |
| y | 17232 | |
| e | 17232 | |
| s | 17232 | |
| o | 15718 | |
| u | 782 | 0.9% |
| k | 782 | 0.9% |
| w | 782 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 87042 |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 17282 | |
| y | 17232 | |
| e | 17232 | |
| s | 17232 | |
| o | 15718 | |
| u | 782 | 0.9% |
| k | 782 | 0.9% |
| w | 782 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 87042 |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 17282 | |
| y | 17232 | |
| e | 17232 | |
| s | 17232 | |
| o | 15718 | |
| u | 782 | 0.9% |
| k | 782 | 0.9% |
| w | 782 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 87042 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 17282 | |
| y | 17232 | |
| e | 17232 | |
| s | 17232 | |
| o | 15718 | |
| u | 782 | 0.9% |
| k | 782 | 0.9% |
| w | 782 | 0.9% |
loan
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| no | |
|---|---|
| yes | |
| unknown | 782 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.27047041 |
| Min length | 2 |
Characters and Unicode
| Total characters | 74812 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | yes |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
| Value | Count | Frequency (%) |
| no | 27166 | |
| yes | 5002 | 15.2% |
| unknown | 782 | 2.4% |
| Value | Count | Frequency (%) |
| no | 27166 | |
| yes | 5002 | 15.2% |
| unknown | 782 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 29512 | |
| o | 27948 | |
| y | 5002 | 6.7% |
| e | 5002 | 6.7% |
| s | 5002 | 6.7% |
| u | 782 | 1.0% |
| k | 782 | 1.0% |
| w | 782 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 74812 |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 29512 | |
| o | 27948 | |
| y | 5002 | 6.7% |
| e | 5002 | 6.7% |
| s | 5002 | 6.7% |
| u | 782 | 1.0% |
| k | 782 | 1.0% |
| w | 782 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 74812 |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 29512 | |
| o | 27948 | |
| y | 5002 | 6.7% |
| e | 5002 | 6.7% |
| s | 5002 | 6.7% |
| u | 782 | 1.0% |
| k | 782 | 1.0% |
| w | 782 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 74812 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 29512 | |
| o | 27948 | |
| y | 5002 | 6.7% |
| e | 5002 | 6.7% |
| s | 5002 | 6.7% |
| u | 782 | 1.0% |
| k | 782 | 1.0% |
| w | 782 | 1.0% |
contact
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.36430956 |
| Min length | 8 |
Characters and Unicode
| Total characters | 275604 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | cellular |
|---|---|
| 2nd row | telephone |
| 3rd row | cellular |
| 4th row | telephone |
| 5th row | cellular |
| Value | Count | Frequency (%) |
| cellular | 20946 | |
| telephone | 12004 |
| Value | Count | Frequency (%) |
| cellular | 20946 | |
| telephone | 12004 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 74842 | |
| e | 56958 | |
| c | 20946 | 7.6% |
| u | 20946 | 7.6% |
| a | 20946 | 7.6% |
| r | 20946 | 7.6% |
| t | 12004 | 4.4% |
| p | 12004 | 4.4% |
| h | 12004 | 4.4% |
| o | 12004 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 275604 |
Most frequent character per category
| Value | Count | Frequency (%) |
| l | 74842 | |
| e | 56958 | |
| c | 20946 | 7.6% |
| u | 20946 | 7.6% |
| a | 20946 | 7.6% |
| r | 20946 | 7.6% |
| t | 12004 | 4.4% |
| p | 12004 | 4.4% |
| h | 12004 | 4.4% |
| o | 12004 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 275604 |
Most frequent character per script
| Value | Count | Frequency (%) |
| l | 74842 | |
| e | 56958 | |
| c | 20946 | 7.6% |
| u | 20946 | 7.6% |
| a | 20946 | 7.6% |
| r | 20946 | 7.6% |
| t | 12004 | 4.4% |
| p | 12004 | 4.4% |
| h | 12004 | 4.4% |
| o | 12004 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 275604 |
Most frequent character per block
| Value | Count | Frequency (%) |
| l | 74842 | |
| e | 56958 | |
| c | 20946 | 7.6% |
| u | 20946 | 7.6% |
| a | 20946 | 7.6% |
| r | 20946 | 7.6% |
| t | 12004 | 4.4% |
| p | 12004 | 4.4% |
| h | 12004 | 4.4% |
| o | 12004 | 4.4% |
month
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 98850 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | may |
| 4th row | jun |
| 5th row | jul |
| Value | Count | Frequency (%) |
| may | 11073 | |
| jul | 5753 | |
| aug | 4882 | |
| jun | 4251 | 12.9% |
| nov | 3296 | 10.0% |
| apr | 2108 | 6.4% |
| oct | 569 | 1.7% |
| sep | 453 | 1.4% |
| mar | 421 | 1.3% |
| dec | 144 | 0.4% |
| Value | Count | Frequency (%) |
| may | 11073 | |
| jul | 5753 | |
| aug | 4882 | |
| jun | 4251 | 12.9% |
| nov | 3296 | 10.0% |
| apr | 2108 | 6.4% |
| oct | 569 | 1.7% |
| sep | 453 | 1.4% |
| mar | 421 | 1.3% |
| dec | 144 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 18484 | |
| u | 14886 | |
| m | 11494 | |
| y | 11073 | |
| j | 10004 | |
| n | 7547 | |
| l | 5753 | 5.8% |
| g | 4882 | 4.9% |
| o | 3865 | 3.9% |
| v | 3296 | 3.3% |
| Other values (7) | 7566 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 98850 |
Most frequent character per category
| Value | Count | Frequency (%) |
| a | 18484 | |
| u | 14886 | |
| m | 11494 | |
| y | 11073 | |
| j | 10004 | |
| n | 7547 | |
| l | 5753 | 5.8% |
| g | 4882 | 4.9% |
| o | 3865 | 3.9% |
| v | 3296 | 3.3% |
| Other values (7) | 7566 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 98850 |
Most frequent character per script
| Value | Count | Frequency (%) |
| a | 18484 | |
| u | 14886 | |
| m | 11494 | |
| y | 11073 | |
| j | 10004 | |
| n | 7547 | |
| l | 5753 | 5.8% |
| g | 4882 | 4.9% |
| o | 3865 | 3.9% |
| v | 3296 | 3.3% |
| Other values (7) | 7566 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 98850 |
Most frequent character per block
| Value | Count | Frequency (%) |
| a | 18484 | |
| u | 14886 | |
| m | 11494 | |
| y | 11073 | |
| j | 10004 | |
| n | 7547 | |
| l | 5753 | 5.8% |
| g | 4882 | 4.9% |
| o | 3865 | 3.9% |
| v | 3296 | 3.3% |
| Other values (7) | 7566 |
day_of_week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| thu | |
|---|---|
| mon | |
| tue | |
| wed | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 98850 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mon |
|---|---|
| 2nd row | thu |
| 3rd row | fri |
| 4th row | fri |
| 5th row | fri |
| Value | Count | Frequency (%) |
| thu | 6937 | |
| mon | 6802 | |
| tue | 6484 | |
| wed | 6468 | |
| fri | 6259 |
| Value | Count | Frequency (%) |
| thu | 6937 | |
| mon | 6802 | |
| tue | 6484 | |
| wed | 6468 | |
| fri | 6259 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 13421 | |
| u | 13421 | |
| e | 12952 | |
| h | 6937 | |
| m | 6802 | |
| o | 6802 | |
| n | 6802 | |
| w | 6468 | |
| d | 6468 | |
| f | 6259 | |
| Other values (2) | 12518 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 98850 |
Most frequent character per category
| Value | Count | Frequency (%) |
| t | 13421 | |
| u | 13421 | |
| e | 12952 | |
| h | 6937 | |
| m | 6802 | |
| o | 6802 | |
| n | 6802 | |
| w | 6468 | |
| d | 6468 | |
| f | 6259 | |
| Other values (2) | 12518 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 98850 |
Most frequent character per script
| Value | Count | Frequency (%) |
| t | 13421 | |
| u | 13421 | |
| e | 12952 | |
| h | 6937 | |
| m | 6802 | |
| o | 6802 | |
| n | 6802 | |
| w | 6468 | |
| d | 6468 | |
| f | 6259 | |
| Other values (2) | 12518 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 98850 |
Most frequent character per block
| Value | Count | Frequency (%) |
| t | 13421 | |
| u | 13421 | |
| e | 12952 | |
| h | 6937 | |
| m | 6802 | |
| o | 6802 | |
| n | 6802 | |
| w | 6468 | |
| d | 6468 | |
| f | 6259 | |
| Other values (2) | 12518 |
duration
Real number (ℝ≥0)
| Distinct | 1463 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 257.3352049 |
|---|---|
| Minimum | 0 |
| Maximum | 4918 |
| Zeros | 4 |
| Zeros (%) | < 0.1% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 102 |
| median | 179 |
| Q3 | 318 |
| 95-th percentile | 746 |
| Maximum | 4918 |
| Range | 4918 |
| Interquartile range (IQR) | 216 |
Descriptive statistics
| Standard deviation | 257.3316998 |
|---|---|
| Coefficient of variation (CV) | 0.9999863793 |
| Kurtosis | 20.16816732 |
| Mean | 257.3352049 |
| Median Absolute Deviation (MAD) | 93 |
| Skewness | 3.24507812 |
| Sum | 8479195 |
| Variance | 66219.60371 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 136 | 144 | 0.4% |
| 85 | 139 | 0.4% |
| 92 | 138 | 0.4% |
| 72 | 137 | 0.4% |
| 124 | 134 | 0.4% |
| 135 | 132 | 0.4% |
| 126 | 132 | 0.4% |
| 97 | 132 | 0.4% |
| 104 | 130 | 0.4% |
| 82 | 129 | 0.4% |
| Other values (1453) | 31603 |
| Value | Count | Frequency (%) |
| 0 | 4 | < 0.1% |
| 1 | 3 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 10 | < 0.1% |
| 5 | 24 | 0.1% |
| 6 | 31 | |
| 7 | 38 | |
| 8 | 54 | |
| 9 | 67 |
| Value | Count | Frequency (%) |
| 4918 | 1 | |
| 3785 | 1 | |
| 3643 | 1 | |
| 3509 | 1 | |
| 3422 | 1 | |
| 3366 | 1 | |
| 3322 | 1 | |
| 3284 | 1 | |
| 3253 | 1 | |
| 3183 | 1 |
campaign
Real number (ℝ≥0)
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.561729894 |
|---|---|
| Minimum | 1 |
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.763646396 |
|---|---|
| Coefficient of variation (CV) | 1.078820371 |
| Kurtosis | 37.7007375 |
| Mean | 2.561729894 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.791548913 |
| Sum | 84409 |
| Variance | 7.6377414 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 14148 | |
| 2 | 8447 | |
| 3 | 4277 | 13.0% |
| 4 | 2097 | 6.4% |
| 5 | 1295 | 3.9% |
| 6 | 776 | 2.4% |
| 7 | 505 | 1.5% |
| 8 | 320 | 1.0% |
| 9 | 217 | 0.7% |
| 10 | 178 | 0.5% |
| Other values (29) | 690 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 14148 | |
| 2 | 8447 | |
| 3 | 4277 | 13.0% |
| 4 | 2097 | 6.4% |
| 5 | 1295 | 3.9% |
| 6 | 776 | 2.4% |
| 7 | 505 | 1.5% |
| 8 | 320 | 1.0% |
| 9 | 217 | 0.7% |
| 10 | 178 | 0.5% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | < 0.1% |
| 42 | 2 | < 0.1% |
| 40 | 2 | < 0.1% |
| 35 | 5 | |
| 34 | 3 | |
| 33 | 3 | |
| 32 | 2 | < 0.1% |
| 31 | 6 | |
| 30 | 3 |
pdays
Real number (ℝ≥0)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 962.17478 |
|---|---|
| Minimum | 0 |
| Maximum | 999 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 187.6467855 |
|---|---|
| Coefficient of variation (CV) | 0.1950235959 |
| Kurtosis | 22.00769747 |
| Mean | 962.17478 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.899583916 |
| Sum | 31703659 |
| Variance | 35211.31611 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 999 | 31728 | |
| 3 | 350 | 1.1% |
| 6 | 326 | 1.0% |
| 4 | 93 | 0.3% |
| 2 | 55 | 0.2% |
| 9 | 54 | 0.2% |
| 12 | 48 | 0.1% |
| 7 | 47 | 0.1% |
| 5 | 39 | 0.1% |
| 10 | 39 | 0.1% |
| Other values (16) | 171 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 1 | 22 | 0.1% |
| 2 | 55 | 0.2% |
| 3 | 350 | |
| 4 | 93 | 0.3% |
| 5 | 39 | 0.1% |
| 6 | 326 | |
| 7 | 47 | 0.1% |
| 8 | 13 | < 0.1% |
| 9 | 54 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 31728 | |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 2 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 3 | < 0.1% |
| 18 | 7 | < 0.1% |
| 17 | 7 | < 0.1% |
| 16 | 8 | < 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1747799697 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros | 28394 |
| Zeros (%) | 86.2% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4965033629 |
|---|---|
| Coefficient of variation (CV) | 2.840733775 |
| Kurtosis | 19.94757787 |
| Mean | 0.1747799697 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.808522604 |
| Sum | 5759 |
| Variance | 0.2465155894 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 28394 | |
| 1 | 3703 | 11.2% |
| 2 | 603 | 1.8% |
| 3 | 175 | 0.5% |
| 4 | 56 | 0.2% |
| 5 | 14 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 28394 | |
| 1 | 3703 | 11.2% |
| 2 | 603 | 1.8% |
| 3 | 175 | 0.5% |
| 4 | 56 | 0.2% |
| 5 | 14 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 4 | < 0.1% |
| 5 | 14 | < 0.1% |
| 4 | 56 | 0.2% |
| 3 | 175 | 0.5% |
| 2 | 603 | 1.8% |
| 1 | 3703 | 11.2% |
| 0 | 28394 |
poutcome
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| nonexistent | |
|---|---|
| failure | |
| success | 1105 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.44691958 |
| Min length | 7 |
Characters and Unicode
| Total characters | 344226 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | failure |
|---|---|
| 2nd row | nonexistent |
| 3rd row | failure |
| 4th row | nonexistent |
| 5th row | nonexistent |
| Value | Count | Frequency (%) |
| nonexistent | 28394 | |
| failure | 3451 | 10.5% |
| success | 1105 | 3.4% |
| Value | Count | Frequency (%) |
| nonexistent | 28394 | |
| failure | 3451 | 10.5% |
| success | 1105 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 85182 | |
| e | 61344 | |
| t | 56788 | |
| i | 31845 | 9.3% |
| s | 31709 | 9.2% |
| o | 28394 | 8.2% |
| x | 28394 | 8.2% |
| u | 4556 | 1.3% |
| f | 3451 | 1.0% |
| a | 3451 | 1.0% |
| Other values (3) | 9112 | 2.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 344226 |
Most frequent character per category
| Value | Count | Frequency (%) |
| n | 85182 | |
| e | 61344 | |
| t | 56788 | |
| i | 31845 | 9.3% |
| s | 31709 | 9.2% |
| o | 28394 | 8.2% |
| x | 28394 | 8.2% |
| u | 4556 | 1.3% |
| f | 3451 | 1.0% |
| a | 3451 | 1.0% |
| Other values (3) | 9112 | 2.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 344226 |
Most frequent character per script
| Value | Count | Frequency (%) |
| n | 85182 | |
| e | 61344 | |
| t | 56788 | |
| i | 31845 | 9.3% |
| s | 31709 | 9.2% |
| o | 28394 | 8.2% |
| x | 28394 | 8.2% |
| u | 4556 | 1.3% |
| f | 3451 | 1.0% |
| a | 3451 | 1.0% |
| Other values (3) | 9112 | 2.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 344226 |
Most frequent character per block
| Value | Count | Frequency (%) |
| n | 85182 | |
| e | 61344 | |
| t | 56788 | |
| i | 31845 | 9.3% |
| s | 31709 | 9.2% |
| o | 28394 | 8.2% |
| x | 28394 | 8.2% |
| u | 4556 | 1.3% |
| f | 3451 | 1.0% |
| a | 3451 | 1.0% |
| Other values (3) | 9112 | 2.6% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0762276176 |
|---|---|
| Minimum | -3.4 |
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.572241965 |
|---|---|
| Coefficient of variation (CV) | 20.62562119 |
| Kurtosis | -1.073664391 |
| Mean | 0.0762276176 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.7169400989 |
| Sum | 2511.7 |
| Variance | 2.471944796 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.4 | 12927 | |
| -1.8 | 7392 | |
| 1.1 | 6210 | |
| -0.1 | 2960 | 9.0% |
| -2.9 | 1348 | 4.1% |
| -3.4 | 854 | 2.6% |
| -1.7 | 611 | 1.9% |
| -1.1 | 504 | 1.5% |
| -3 | 136 | 0.4% |
| -0.2 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 854 | 2.6% |
| -3 | 136 | 0.4% |
| -2.9 | 1348 | 4.1% |
| -1.8 | 7392 | |
| -1.7 | 611 | 1.9% |
| -1.1 | 504 | 1.5% |
| -0.2 | 8 | < 0.1% |
| -0.1 | 2960 | 9.0% |
| 1.1 | 6210 | |
| 1.4 | 12927 |
| Value | Count | Frequency (%) |
| 1.4 | 12927 | |
| 1.1 | 6210 | |
| -0.1 | 2960 | 9.0% |
| -0.2 | 8 | < 0.1% |
| -1.1 | 504 | 1.5% |
| -1.7 | 611 | 1.9% |
| -1.8 | 7392 | |
| -2.9 | 1348 | 4.1% |
| -3 | 136 | 0.4% |
| -3.4 | 854 | 2.6% |
cons.price.idx
Real number (ℝ≥0)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.57424343 |
|---|---|
| Minimum | 92.201 |
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.713 |
| Q1 | 93.075 |
| median | 93.749 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.5786358031 |
|---|---|
| Coefficient of variation (CV) | 0.006183708057 |
| Kurtosis | -0.8359512246 |
| Mean | 93.57424343 |
| Median Absolute Deviation (MAD) | 0.38 |
| Skewness | -0.2267829565 |
| Sum | 3083271.321 |
| Variance | 0.3348193926 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 93.994 | 6210 | |
| 93.918 | 5364 | |
| 92.893 | 4687 | |
| 93.444 | 4089 | |
| 94.465 | 3474 | |
| 93.2 | 2907 | |
| 93.075 | 1966 | 6.0% |
| 92.201 | 613 | 1.9% |
| 92.963 | 595 | 1.8% |
| 92.431 | 354 | 1.1% |
| Other values (16) | 2691 |
| Value | Count | Frequency (%) |
| 92.201 | 613 | 1.9% |
| 92.379 | 214 | 0.6% |
| 92.431 | 354 | 1.1% |
| 92.469 | 140 | 0.4% |
| 92.649 | 286 | 0.9% |
| 92.713 | 136 | 0.4% |
| 92.756 | 8 | < 0.1% |
| 92.843 | 212 | 0.6% |
| 92.893 | 4687 | |
| 92.963 | 595 | 1.8% |
| Value | Count | Frequency (%) |
| 94.767 | 103 | 0.3% |
| 94.601 | 162 | 0.5% |
| 94.465 | 3474 | |
| 94.215 | 249 | 0.8% |
| 94.199 | 239 | 0.7% |
| 94.055 | 182 | 0.6% |
| 94.027 | 180 | 0.5% |
| 93.994 | 6210 | |
| 93.918 | 5364 | |
| 93.876 | 176 | 0.5% |
cons.conf.idx
Real number (ℝ)
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.51867982 |
|---|---|
| Minimum | -50.8 |
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -33.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.623004314 |
|---|---|
| Coefficient of variation (CV) | -0.1140956303 |
| Kurtosis | -0.3569941733 |
| Mean | -40.51867982 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.310353195 |
| Sum | -1335090.5 |
| Variance | 21.37216888 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| -36.4 | 6210 | |
| -42.7 | 5364 | |
| -46.2 | 4687 | |
| -36.1 | 4089 | |
| -41.8 | 3474 | |
| -42 | 2907 | |
| -47.1 | 1966 | 6.0% |
| -31.4 | 613 | 1.9% |
| -40.8 | 595 | 1.8% |
| -26.9 | 354 | 1.1% |
| Other values (16) | 2691 |
| Value | Count | Frequency (%) |
| -50.8 | 103 | 0.3% |
| -50 | 212 | 0.6% |
| -49.5 | 162 | 0.5% |
| -47.1 | 1966 | 6.0% |
| -46.2 | 4687 | |
| -45.9 | 8 | < 0.1% |
| -42.7 | 5364 | |
| -42 | 2907 | |
| -41.8 | 3474 | |
| -40.8 | 595 | 1.8% |
| Value | Count | Frequency (%) |
| -26.9 | 354 | 1.1% |
| -29.8 | 214 | 0.6% |
| -30.1 | 286 | 0.9% |
| -31.4 | 613 | 1.9% |
| -33 | 136 | 0.4% |
| -33.6 | 140 | 0.4% |
| -34.6 | 142 | 0.4% |
| -34.8 | 209 | 0.6% |
| -36.1 | 4089 | |
| -36.4 | 6210 |
| Distinct | 314 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.615653596 |
|---|---|
| Minimum | 0.634 |
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.797 |
| Q1 | 1.344 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.617 |
Descriptive statistics
| Standard deviation | 1.73574798 |
|---|---|
| Coefficient of variation (CV) | 0.4800647889 |
| Kurtosis | -1.416898308 |
| Mean | 3.615653596 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.7021616926 |
| Sum | 119135.786 |
| Variance | 3.012821051 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.857 | 2271 | 6.9% |
| 4.962 | 2061 | 6.3% |
| 4.963 | 1968 | 6.0% |
| 4.961 | 1512 | 4.6% |
| 4.856 | 983 | 3.0% |
| 4.964 | 932 | 2.8% |
| 1.405 | 924 | 2.8% |
| 4.864 | 849 | 2.6% |
| 4.965 | 845 | 2.6% |
| 4.96 | 811 | 2.5% |
| Other values (304) | 19794 |
| Value | Count | Frequency (%) |
| 0.634 | 6 | < 0.1% |
| 0.635 | 32 | |
| 0.636 | 10 | < 0.1% |
| 0.637 | 6 | < 0.1% |
| 0.638 | 6 | < 0.1% |
| 0.639 | 16 | |
| 0.64 | 9 | < 0.1% |
| 0.642 | 32 | |
| 0.643 | 20 | |
| 0.644 | 29 |
| Value | Count | Frequency (%) |
| 5.045 | 7 | < 0.1% |
| 5 | 7 | < 0.1% |
| 4.97 | 142 | 0.4% |
| 4.968 | 788 | 2.4% |
| 4.967 | 518 | 1.6% |
| 4.966 | 489 | 1.5% |
| 4.965 | 845 | |
| 4.964 | 932 | |
| 4.963 | 1968 | |
| 4.962 | 2061 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5166.859608 |
|---|---|
| Minimum | 4963.6 |
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 257.5 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5017.5 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.20844837 |
|---|---|
| Coefficient of variation (CV) | 0.01397530683 |
| Kurtosis | -0.01823278267 |
| Mean | 5166.859608 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.03710511 |
| Sum | 170248024.1 |
| Variance | 5214.060016 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 5228.1 | 12927 | |
| 5099.1 | 6865 | |
| 5191 | 6210 | |
| 5195.8 | 2960 | 9.0% |
| 5076.2 | 1348 | 4.1% |
| 5017.5 | 854 | 2.6% |
| 4991.6 | 611 | 1.9% |
| 5008.7 | 527 | 1.6% |
| 4963.6 | 504 | 1.5% |
| 5023.5 | 136 | 0.4% |
| Value | Count | Frequency (%) |
| 4963.6 | 504 | 1.5% |
| 4991.6 | 611 | 1.9% |
| 5008.7 | 527 | 1.6% |
| 5017.5 | 854 | 2.6% |
| 5023.5 | 136 | 0.4% |
| 5076.2 | 1348 | 4.1% |
| 5099.1 | 6865 | |
| 5176.3 | 8 | < 0.1% |
| 5191 | 6210 | |
| 5195.8 | 2960 |
| Value | Count | Frequency (%) |
| 5228.1 | 12927 | |
| 5195.8 | 2960 | 9.0% |
| 5191 | 6210 | |
| 5176.3 | 8 | < 0.1% |
| 5099.1 | 6865 | |
| 5076.2 | 1348 | 4.1% |
| 5023.5 | 136 | 0.4% |
| 5017.5 | 854 | 2.6% |
| 5008.7 | 527 | 1.6% |
| 4991.6 | 611 | 1.9% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 29258 | |
| True | 3692 | 11.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 57 | technician | married | high.school | no | no | yes | cellular | may | mon | 371 | 1 | 999 | 1 | failure | -1.8 | 92.893 | -46.2 | 1.299 | 5099.1 | no |
| 1 | 55 | unknown | married | unknown | unknown | yes | no | telephone | may | thu | 285 | 2 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.860 | 5191.0 | no |
| 2 | 33 | blue-collar | married | basic.9y | no | no | no | cellular | may | fri | 52 | 1 | 999 | 1 | failure | -1.8 | 92.893 | -46.2 | 1.313 | 5099.1 | no |
| 3 | 36 | admin. | married | high.school | no | no | no | telephone | jun | fri | 355 | 4 | 999 | 0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.967 | 5228.1 | no |
| 4 | 27 | housemaid | married | high.school | no | yes | no | cellular | jul | fri | 189 | 2 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.963 | 5228.1 | no |
| 5 | 58 | retired | married | professional.course | no | yes | yes | cellular | jul | fri | 605 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no |
| 6 | 48 | services | married | high.school | unknown | yes | no | telephone | may | wed | 243 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.856 | 5191.0 | no |
| 7 | 51 | admin. | divorced | university.degree | unknown | yes | no | cellular | aug | thu | 24 | 7 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.962 | 5228.1 | no |
| 8 | 24 | entrepreneur | married | university.degree | no | yes | yes | telephone | jun | wed | 126 | 4 | 999 | 0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.962 | 5228.1 | no |
| 9 | 36 | technician | divorced | professional.course | no | yes | yes | cellular | jul | mon | 43 | 4 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no |
Last rows
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32940 | 30 | admin. | single | professional.course | no | no | no | cellular | aug | tue | 97 | 7 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.963 | 5228.1 | no |
| 32941 | 54 | admin. | married | university.degree | no | yes | no | cellular | aug | fri | 91 | 2 | 3 | 1 | success | -2.9 | 92.201 | -31.4 | 0.849 | 5076.2 | yes |
| 32942 | 47 | entrepreneur | married | university.degree | no | yes | no | telephone | jun | mon | 82 | 2 | 999 | 0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.961 | 5228.1 | no |
| 32943 | 25 | blue-collar | married | basic.9y | unknown | yes | no | telephone | may | wed | 488 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.858 | 5191.0 | no |
| 32944 | 49 | blue-collar | married | high.school | unknown | yes | no | cellular | aug | thu | 199 | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.963 | 5228.1 | no |
| 32945 | 56 | housemaid | married | basic.4y | no | no | yes | cellular | jul | mon | 116 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.960 | 5228.1 | no |
| 32946 | 37 | management | married | university.degree | no | no | yes | cellular | jul | fri | 69 | 7 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.957 | 5228.1 | no |
| 32947 | 26 | admin. | single | university.degree | no | no | no | cellular | may | tue | 135 | 4 | 999 | 1 | failure | -1.8 | 92.893 | -46.2 | 1.266 | 5099.1 | no |
| 32948 | 31 | blue-collar | single | basic.9y | no | no | no | cellular | apr | mon | 386 | 1 | 999 | 0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.405 | 5099.1 | no |
| 32949 | 39 | housemaid | married | basic.4y | no | no | no | cellular | aug | thu | 179 | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.963 | 5228.1 | no |
Most frequent
| age | job | marital | education | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | y | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 27 | technician | single | professional.course | no | no | no | cellular | jul | mon | 331 | 2 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | no | 2 |
| 1 | 32 | technician | single | professional.course | no | yes | no | cellular | jul | thu | 128 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.968 | 5228.1 | no | 2 |
| 2 | 35 | admin. | married | university.degree | no | yes | no | cellular | may | fri | 348 | 4 | 999 | 0 | nonexistent | -1.8 | 92.893 | -46.2 | 1.313 | 5099.1 | no | 2 |
| 3 | 36 | retired | married | unknown | no | no | no | telephone | jul | thu | 88 | 1 | 999 | 0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.966 | 5228.1 | no | 2 |
| 4 | 39 | blue-collar | married | basic.6y | no | no | no | telephone | may | thu | 124 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.855 | 5191.0 | no | 2 |
| 5 | 41 | technician | married | professional.course | no | yes | no | cellular | aug | tue | 127 | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.966 | 5228.1 | no | 2 |
| 6 | 45 | admin. | married | university.degree | no | no | no | cellular | jul | thu | 252 | 1 | 999 | 0 | nonexistent | -2.9 | 92.469 | -33.6 | 1.072 | 5076.2 | yes | 2 |
| 7 | 55 | services | married | high.school | unknown | no | no | cellular | aug | mon | 33 | 1 | 999 | 0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.965 | 5228.1 | no | 2 |
| 8 | 71 | retired | single | university.degree | no | no | no | telephone | oct | tue | 120 | 1 | 999 | 0 | nonexistent | -3.4 | 92.431 | -26.9 | 0.742 | 5017.5 | no | 2 |